AUC: return AUC score for JointNets method

In QData/JointNets: End-to-End Sparse Gaussian Graphical Model Simulation, Estimation, Visualization, Evaluation and Application

Description

return AUC score for JointNets method

Usage

AUC(simulationresult, gm_method = "simule", lambdas, ...)

Arguments

simulationresult	output from the function simulation()
gm_method	method name from any one of the JointNets methods
lambdas	a vector of lambda values for the JointNets method to run with
...	extra parameters passed to the JointNets method such as lambda, epislon and etc, refer to each method for details (eg, ?simule)

Value

AUC score, a list of precisions and recalls

Author(s)

Zhaoyang Wang (Author), Zhaoyang Wang (maintainer) [e-mail]

Examples

simulationresult = simulation(n=c(100,100,100))
AUC_result = AUC(simulationresult,lambdas = seq(0.1,2,0.5),epsilon = 2)
AUC_result
graphics.off()
par(ask = FALSE)
par(mfrow = c(1, 1))
plot(AUC_result$fPM,AUC_result$tPM)

QData/JointNets documentation built on Nov. 17, 2019, 3:04 p.m.